{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a63c0e19-3902-44ee-9b02-ba7ecfdb5268",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n",
      "Files already downloaded and verified\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bicycle rocket turtle skyscraper girl  squirrel dolphin leopard can   road  boy   plain raccoon skunk raccoon possum bridge tank  dolphin wardrobe dinosaur baby  caterpillar bowl  shark otter woman maple_tree bee   plate plate camel\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from useful_tools import *\n",
    "import torch.optim as optim\n",
    "import torch.nn as nn\n",
    "from torch.nn import functional as F\n",
    "from chao_kk import *\n",
    "from torch.optim import lr_scheduler\n",
    "\n",
    "\n",
    "batch_size = 32\n",
    "trainloader, testloader, classes = get_dataLoader_RandAugment(batch_size)\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = next(dataiter)\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(batch_size)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0a20afd9-e695-4f86-b63b-3c0806770d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "def padding_size(dilation, kernel_size):\n",
    "  return dilation * (kernel_size - 1) // 2\n",
    "\n",
    "def conv3x3(in_channel, out_channel, stride, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 3, stride = stride, padding = padding_size(dilation, 3), bias = False, dilation = dilation)\n",
    "\n",
    "def conv1x1(in_channel, out_channel, stride = 1, dilation = 1):\n",
    "  return nn.Conv2d(in_channel, out_channel, kernel_size = 1, stride = stride, padding = 0, bias = False, dilation = dilation)\n",
    "\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6d443917-a7be-4375-b434-65f448a2c36b",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def INF(B, H, W):\n",
    "    return -torch.diag(torch.tensor(float(\"inf\")).repeat(H), 0).unsqueeze(0).repeat(B*W, 1, 1).to(device)\n",
    "\n",
    "class CrissCrossAttention(nn.Module):\n",
    "    \"\"\"Criss-Cross Attention Moudle\"\"\"\n",
    "    def __init__(self, in_dim):\n",
    "        super(CrissCrossAttention, self).__init__()\n",
    "        self.query_conv = nn.Conv2d(in_channels=in_dim, out_channels=in_dim//8, kernel_size=1)\n",
    "        self.key_conv   = nn.Conv2d(in_channels=in_dim, out_channels=in_dim//8, kernel_size=1)\n",
    "        self.value_conv = nn.Conv2d(in_channels=in_dim, out_channels=in_dim, kernel_size=1)\n",
    "        self.softmax    = nn.Softmax(dim=3)\n",
    "        self.INF        = INF\n",
    "        self.gamma      = nn.Parameter(torch.zeros(1)).to(device)\n",
    "        \n",
    "    def forward(self, x):\n",
    "        m_batchsize, _, height, width = x.size()\n",
    "        \n",
    "        proj_query = self.query_conv(x)\n",
    "        # b, c', h, w ===> b, w, c', h ===> b*w, c', h ===> b*w, h, c'\n",
    "        proj_query_H = proj_query.permute(0, 3, 1, 2).contiguous().view(m_batchsize*width, -1, height).permute(0, 2, 1)\n",
    "        # b, c', h, w ===> b, h, c', w ===> b*h, c', w ===> b*h, w, c'\n",
    "        proj_query_W = proj_query.permute(0, 2, 1, 3).contiguous().view(m_batchsize*height, -1, width).permute(0, 2, 1)\n",
    "        \n",
    "        proj_key = self.key_conv(x)\n",
    "        # b, c', h, w ===> b, w, c', h ===> b*w, c', h\n",
    "        proj_key_H = proj_key.permute(0, 3, 1, 2).contiguous().view(m_batchsize*width, -1, height)\n",
    "        # b, c', h, w ===> b, h, c', w ===> b*h, c', w\n",
    "        proj_key_W = proj_key.permute(0, 2, 1, 3).contiguous().view(m_batchsize*height, -1, width)\n",
    "        \n",
    "        proj_value = self.value_conv(x)\n",
    "        # b, c', h, w ===> b, w, c', h ===> b*w, c', h\n",
    "        proj_value_H = proj_value.permute(0, 3, 1, 2).contiguous().view(m_batchsize*width, -1, height)\n",
    "        # b, c', h, w ===> b, h, c', w ===> b*h, c', w\n",
    "        proj_value_W = proj_value.permute(0, 2, 1, 3).contiguous().view(m_batchsize*height, -1, width)\n",
    "        \n",
    "        # torch.bmm((b*w,h,c')x(b*w,c',h))===>(b*w,h,h)+(b*w,h,h)===>(b*w,h,h)===>(b,w,h,h)===>(b, h, w, h)\n",
    "        energy_H = (torch.bmm(proj_query_H, proj_key_H)+self.INF(m_batchsize, height, width)).view(m_batchsize, width, height, height).permute(0, 2, 1, 3)\n",
    "        # torch.bmm((b*h,w,c')x(b*h,c',w))===>(b*h,w,w)===>(b, h, w, w)\n",
    "        energy_W = (torch.bmm(proj_query_W, proj_key_W)).view(m_batchsize, height, width, width)\n",
    "        # torch.cat([(b,h,w,h),(b,h,w,w)], 3)===>(b,h,w,h+w)\n",
    "        concate = self.softmax(torch.cat([energy_H, energy_W], 3))\n",
    "        \n",
    "        # (b,h,w,h+w)===>(b,h,w,h)===>(b,w,h,h)===>(b*w,h,h)\n",
    "        att_H = concate[:,:,:,0:height].permute(0, 2, 1, 3).contiguous().view(m_batchsize*width, height, height)\n",
    "        # (b,h,w,h+w)===>(b,h,w,w)===>(b*h,w,w)\n",
    "        att_W = concate[:,:,:,height:height+width].contiguous().view(m_batchsize*height, width, width)\n",
    "        \n",
    "        # torch.bmm((b*w,c',h)x(b*w,h,h))===>(b*w,c',h)===>(b,w,c',h)===>(b,c',h,w)\n",
    "        out_H = torch.bmm(proj_value_H, att_H.permute(0, 2, 1)).view(m_batchsize, width, -1, height).permute(0, 2, 3, 1)\n",
    "        # torch.bmm((b*h,c',w)x(b*h,w,w))===>(b*h,c',w)===>(b,h,c',w)===>(b,c',h,w)\n",
    "        out_W = torch.bmm(proj_value_W, att_W.permute(0, 2, 1)).view(m_batchsize, height, -1, width).permute(0, 2, 1, 3)\n",
    "        \n",
    "        return self.gamma*(out_H + out_W) + x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "16289c55-01b0-48a5-8dc4-41970ef81740",
   "metadata": {},
   "outputs": [],
   "source": [
    "insertion = CrissCrossAttention"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8a1eb695-87a9-4d22-a3f7-b19a22baf1e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ResBlock(nn.Module):\n",
    "  def __init__(self, in_channel, out_channel, stride, downsample = None, dilation = 1):\n",
    "    super(ResBlock, self).__init__()\n",
    "    self.conv1 = conv3x3(in_channel, out_channel, stride, dilation)\n",
    "    self.bn1 = nn.BatchNorm2d(out_channel)\n",
    "    self.conv2 = conv3x3(out_channel, out_channel, 1, dilation)\n",
    "    self.bn2 = nn.BatchNorm2d(out_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.downsample = downsample\n",
    "    self.insertion = insertion(out_channel)\n",
    "\n",
    "\n",
    "  def forward(self, x):\n",
    "    shortcut = x\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn1(x)\n",
    "    x = self.relu(x)\n",
    "      \n",
    "    x = self.insertion(x)\n",
    "      \n",
    "    x = self.conv2(x)\n",
    "    x = self.bn2(x)\n",
    "    if self.downsample != None:\n",
    "      shortcut = self.downsample(shortcut)\n",
    "    x += shortcut\n",
    "    return x\n",
    "\n",
    "class ResNet(nn.Module):\n",
    "  def __init__(self, classes, base_channel = 64):\n",
    "    super(ResNet, self).__init__()\n",
    "    # 老实说，我怕64、128……512通道实在是太慢了，通过base_channel来调节通道。感觉可以设置为16\n",
    "    self.base_channel = base_channel\n",
    "    self.conv1 = conv3x3(3, base_channel, 1)\n",
    "    self.bn = nn.BatchNorm2d(base_channel)\n",
    "    self.relu = nn.ReLU()\n",
    "    self.max_pool = nn.MaxPool2d(kernel_size = 2, stride = 2)\n",
    "    self.conv2_x = self.init_ResBlock(base_channel * 1, base_channel * 1, stride = 1, block_num = 2, dilation = 1)\n",
    "    self.conv3_x = self.init_ResBlock(base_channel * 1, base_channel * 2, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv4_x = self.init_ResBlock(base_channel * 2, base_channel * 4, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.conv5_x = self.init_ResBlock(base_channel * 4, base_channel * 8, stride = 2, block_num = 2, dilation = 1)\n",
    "    self.avg = nn.AvgPool2d(kernel_size = 2, stride = 2)\n",
    "    self.fc = nn.Linear(base_channel * 8 * 4, len(classes))\n",
    "\n",
    "  def forward(self, x):\n",
    "    x = self.conv1(x)\n",
    "    x = self.bn(x)\n",
    "    x = self.relu(x)\n",
    "    x = self.conv2_x(x)\n",
    "    x = self.conv3_x(x)\n",
    "    x = self.conv4_x(x)\n",
    "    x = self.conv5_x(x)\n",
    "    x = self.avg(x)\n",
    "    x = x.view(x.size(0), -1)\n",
    "    x = self.fc(x)\n",
    "    return x\n",
    "\n",
    "  def init_ResBlock(self, in_channel, out_channel, stride, block_num, dilation):\n",
    "    downsample = None #这个好东西是用来把特征图宽高缩小的\n",
    "    if stride != 1 or in_channel != out_channel:\n",
    "      # 对于3*3的padding为1的卷积核，如果stride为1的话卷完后特征图宽高是不变的。\n",
    "      # 如果stride是2的话，那么宽高会变成原来的一半。\n",
    "      # 计算：out = (in/2 - 1/2)向下取整 + 1， 也就是in/2 - 1 + 1 = in / 2\n",
    "      downsample = nn.Sequential(\n",
    "                conv3x3(in_channel, out_channel, stride=stride),\n",
    "                nn.BatchNorm2d(out_channel)\n",
    "                )\n",
    "    return nn.Sequential(*[\n",
    "        ResBlock(in_channel, out_channel, stride, downsample = downsample, dilation = dilation) if i == 0 else\n",
    "        ResBlock(out_channel, out_channel, 1, dilation = dilation)\n",
    "        for i in range(block_num)\n",
    "    ])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1fc55884-0a41-46af-bbb8-bcc55be86d47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    }
   ],
   "source": [
    "net = ResNet(classes = classes, base_channel = 64).to(device)\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.SGD(net.parameters(), lr=0.001, momentum=0.9)\n",
    "#optimizer = optim.Adam(net.parameters(), lr=0.001)\n",
    "print(device)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "48493633-6b18-408a-a0cd-b770da9f40b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第 0/24 轮训练\n",
      "----------\n",
      "train 损失: 3.5207 Top-1 准确率: 0.1837 Top-5 准确率: 0.4223\n",
      "val 损失: 2.7011 Top-1 准确率: 0.3219 Top-5 准确率: 0.6213\n",
      "\n",
      "第 1/24 轮训练\n",
      "----------\n",
      "train 损失: 2.6744 Top-1 准确率: 0.3314 Top-5 准确率: 0.6308\n",
      "val 损失: 2.2077 Top-1 准确率: 0.4237 Top-5 准确率: 0.7307\n",
      "\n",
      "第 2/24 轮训练\n",
      "----------\n",
      "train 损失: 2.2952 Top-1 准确率: 0.4084 Top-5 准确率: 0.7133\n",
      "val 损失: 2.0106 Top-1 准确率: 0.4697 Top-5 准确率: 0.7668\n",
      "\n",
      "第 3/24 轮训练\n",
      "----------\n",
      "train 损失: 2.0154 Top-1 准确率: 0.4685 Top-5 准确率: 0.7669\n",
      "val 损失: 1.8483 Top-1 准确率: 0.5076 Top-5 准确率: 0.7981\n",
      "\n",
      "第 4/24 轮训练\n",
      "----------\n",
      "train 损失: 1.8170 Top-1 准确率: 0.5121 Top-5 准确率: 0.8031\n",
      "val 损失: 1.7146 Top-1 准确率: 0.5435 Top-5 准确率: 0.8224\n",
      "\n",
      "第 5/24 轮训练\n",
      "----------\n",
      "train 损失: 1.6404 Top-1 准确率: 0.5554 Top-5 准确率: 0.8339\n",
      "val 损失: 1.6527 Top-1 准确率: 0.5530 Top-5 准确率: 0.8306\n",
      "\n",
      "第 6/24 轮训练\n",
      "----------\n",
      "train 损失: 1.5065 Top-1 准确率: 0.5876 Top-5 准确率: 0.8550\n",
      "val 损失: 1.5989 Top-1 准确率: 0.5732 Top-5 准确率: 0.8446\n",
      "\n",
      "第 7/24 轮训练\n",
      "----------\n",
      "train 损失: 1.3728 Top-1 准确率: 0.6168 Top-5 准确率: 0.8773\n",
      "val 损失: 1.5794 Top-1 准确率: 0.5745 Top-5 准确率: 0.8417\n",
      "\n",
      "第 8/24 轮训练\n",
      "----------\n",
      "train 损失: 1.2702 Top-1 准确率: 0.6439 Top-5 准确率: 0.8932\n",
      "val 损失: 1.5885 Top-1 准确率: 0.5788 Top-5 准确率: 0.8504\n",
      "\n",
      "第 9/24 轮训练\n",
      "----------\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[15], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\u001b[39;00m\n\u001b[1;32m      2\u001b[0m scheduler \u001b[38;5;241m=\u001b[39m lr_scheduler\u001b[38;5;241m.\u001b[39mStepLR(optimizer, step_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m50\u001b[39m, gamma\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.1\u001b[39m)\n\u001b[0;32m----> 3\u001b[0m net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) \u001b[38;5;241m=\u001b[39m \u001b[43mtrain_model\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtrainloader\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnet\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcriterion\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43moptimizer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mscheduler\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnum_epochs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m25\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtestloader\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mtestloader\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/deep-learning/FuTong/chao_kk.py:107\u001b[0m, in \u001b[0;36mtrain_model\u001b[0;34m(trainloader, model, criterion, optimizer, device, scheduler, num_epochs, testloader)\u001b[0m\n\u001b[1;32m    105\u001b[0m     \u001b[38;5;66;03m# 只有在训练阶段反向传播+优化\u001b[39;00m\n\u001b[1;32m    106\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m phase \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtrain\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 107\u001b[0m         \u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    108\u001b[0m         optimizer\u001b[38;5;241m.\u001b[39mstep()\n\u001b[1;32m    110\u001b[0m \u001b[38;5;66;03m# 统计\u001b[39;00m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/_tensor.py:487\u001b[0m, in \u001b[0;36mTensor.backward\u001b[0;34m(self, gradient, retain_graph, create_graph, inputs)\u001b[0m\n\u001b[1;32m    477\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m has_torch_function_unary(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m    478\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m handle_torch_function(\n\u001b[1;32m    479\u001b[0m         Tensor\u001b[38;5;241m.\u001b[39mbackward,\n\u001b[1;32m    480\u001b[0m         (\u001b[38;5;28mself\u001b[39m,),\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    485\u001b[0m         inputs\u001b[38;5;241m=\u001b[39minputs,\n\u001b[1;32m    486\u001b[0m     )\n\u001b[0;32m--> 487\u001b[0m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mautograd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbackward\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m    488\u001b[0m \u001b[43m    \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgradient\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43minputs\u001b[49m\n\u001b[1;32m    489\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/miniconda3/lib/python3.10/site-packages/torch/autograd/__init__.py:200\u001b[0m, in \u001b[0;36mbackward\u001b[0;34m(tensors, grad_tensors, retain_graph, create_graph, grad_variables, inputs)\u001b[0m\n\u001b[1;32m    195\u001b[0m     retain_graph \u001b[38;5;241m=\u001b[39m create_graph\n\u001b[1;32m    197\u001b[0m \u001b[38;5;66;03m# The reason we repeat same the comment below is that\u001b[39;00m\n\u001b[1;32m    198\u001b[0m \u001b[38;5;66;03m# some Python versions print out the first line of a multi-line function\u001b[39;00m\n\u001b[1;32m    199\u001b[0m \u001b[38;5;66;03m# calls in the traceback and some print out the last line\u001b[39;00m\n\u001b[0;32m--> 200\u001b[0m \u001b[43mVariable\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_execution_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun_backward\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# Calls into the C++ engine to run the backward pass\u001b[39;49;00m\n\u001b[1;32m    201\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtensors\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgrad_tensors_\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mretain_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcreate_graph\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43minputs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    202\u001b[0m \u001b[43m    \u001b[49m\u001b[43mallow_unreachable\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maccumulate_grad\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "#loss_record, net = train(trainloader, net, optimizer, criterion, device, epoch_num = 10, save_model = False, testloader = testloader)\n",
    "scheduler = lr_scheduler.StepLR(optimizer, step_size=50, gamma=0.1)\n",
    "net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs) = train_model(trainloader, net, criterion, optimizer, device, scheduler, num_epochs=25, testloader = testloader)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e22329c3-6cec-40d5-8889-c8f3308686b6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee4f2278-51c8-41f4-b630-5612021b012b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_cpu_numpy(tensor):\n",
    "    return tensor.cpu().numpy()\n",
    "def to_cpu(list_):\n",
    "    if isinstance(list_, list):\n",
    "        return list(map(to_cpu_numpy,list_))\n",
    "    else:\n",
    "        return to_cpu_numpy(list_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "adec0eb6-e765-44b7-8d19-6afdb4781aad",
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_training_results(train_losses, to_cpu(train_top1_accs), to_cpu(train_top5_accs), val_losses, to_cpu(val_top1_accs), to_cpu(val_top5_accs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "76fde490-678a-4fbb-9053-37abb7663b12",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('NonLocal.pkl', 'wb') as f:\n",
    "    pickle.dump([\n",
    "        net, (train_losses, train_top1_accs, train_top5_accs, val_losses, val_top1_accs, val_top5_accs)\n",
    "    ], f)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6515a9de-44af-4c74-8b34-8e1b7d514b86",
   "metadata": {},
   "outputs": [],
   "source": [
    "show_all_class_acc(classes, testloader, net, device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "37015137-6e99-4720-aaa0-1146bb2f4e09",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f3e6bcd8-be18-43cf-afe4-4a35930a24cc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7fee8c19-b32d-40ee-8275-5b74a28ba9f1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe11fe44-403c-4b9c-8a91-2ed57866bf43",
   "metadata": {},
   "outputs": [],
   "source": []
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